Instance Selection + C4.5 - Glass
# 17/11/2009 23:11
Test description:
Crosvalidation test 10x10 Normalization [-1,1] Vector Selection Classification=C45
C45 Configuration:
BinarySplits=False ConfidenceFactor=0.25 MinNumObj=2 NumFolds=3 ReducedErrorPruning=False Unpruned=False
Glass
| Accuracy | Compression | Rules | ||||
|---|---|---|---|---|---|---|
| mean | std. | mean | std. | mean | std. | |
| C4.5 | 68.56 | 10.55 | 100.00 | 0.00 | 15.54 | 1.83 |
| EkPs60p1 | 52.57  | 10.52 | 3.63 | 0.01 | 2.96 | 0.20 |
| EkPs60p3 | 58.77 | 11.07 | 10.90 | 0.03 | 4.81 | 0.97 |
| EkPs60p5 | 60.88 | 10.70 | 18.17 | 0.05 | 7.00 | 1.13 |
| EkPs60p10 | 65.83 | 10.66 | 36.34 | 0.09 | 10.29 | 1.06 |
| EkPs10p1 | 52.57 | 10.52 | 3.63 | 0.01 | 2.96 | 0.20 |
| CNN | 60.18 | 10.94 | 53.80 | 2.30 | 14.20 | 1.83 |
| DROP3 | 51.41 | 14.09 | 20.04 | 2.86 | 6.83 | 1.41 |
| DROP5 | 51.68 | 12.00 | 25.76 | 2.64 | 8.56 | 1.15 |
| ENRBF | 59.24 | 12.87 | 20.40 | 2.18 | 5.29 | 0.59 |
| ENN | 68.17 | 9.61 | 81.12 | 1.44 | 10.50 | 0.93 |
| ICF | 61.70 | 10.48 | 36.21 | 2.45 | 9.52 | 0.86 |
| GE | 68.98 | 9.87 | 91.34 | 1.30 | 15.57 | 2.25 |
| RNGE | 63.30 | 11.32 | 59.10 | 2.17 | 13.93 | 2.04 |
| RMHC | 33.85 | 11.73 | 3.63 | 0.01 | 2.66 | 0.50 |
| MC | 38.52 | 13.23 | 3.63 | 0.01 | 2.53 | 0.56 |
statistically significant improvement, significant degradation
EkPs60p1 Configuration:
Classifier=C45 PostClassifier=C45 CostTolerance=1E-16 MaxNumCostCalls=300 MaxSimplexIters=200 NumFolds=-1 NumProtoPerClass=1 NumSimplexPoints=60
EkPs60p3 Configuration:
Classifier=C45 PostClassifier=C45 CostTolerance=1E-16 MaxNumCostCalls=300 MaxSimplexIters=200 NumFolds=-1 NumProtoPerClass=3 NumSimplexPoints=60
EkPs60p5 Configuration:
Classifier=C45 PostClassifier=C45 CostTolerance=1E-16 MaxNumCostCalls=300 MaxSimplexIters=200 NumFolds=-1 NumProtoPerClass=5 NumSimplexPoints=60
EkPs60p10 Configuration:
Classifier=C45 PostClassifier=C45 CostTolerance=1E-16 MaxNumCostCalls=300 MaxSimplexIters=200 NumFolds=-1 NumProtoPerClass=10 NumSimplexPoints=60
EkPs10p1 Configuration:
Classifier=C45 PostClassifier=C45 CostTolerance=1E-16 MaxNumCostCalls=300 MaxSimplexIters=200 NumFolds=-1 NumProtoPerClass=1 NumSimplexPoints=60
CNN Configuration:
Classifier=kNN k=3, Metric=Intemi.Metric.SquareEuclidean
DROP3 Configuration:
Classifier=kNN k=3, Metric=Intemi.Metric.SquareEuclidean Order=EnemyDistance ENN=True IncludePruned=True
DROP5 Configuration:
Classifier=kNN k=3, Metric=Intemi.Metric.SquareEuclidean Order=EnemyDistanceAndReverse ENN=False IncludePruned=True
ENRBF Configuration:
Sigma=0.5 Strenght=0.05 RemoveNoise=True Tolerance=0.95 Metric=Intemi.Metric.SquareEuclidean
ENN Configuration:
Classifier=kNN k=3, Metric=Intemi.Metric.SquareEuclidean Repeated=False
ICF Configuration:
Metric=Intemi.Metric.SquareEuclidean Filter=(ENN using kNN k=3)
GE Configuration:
Metric=Intemi.Metric.SquareEuclidean MeighboursType=Gabriel
RNGE Configuration:
Metric=Intemi.Metric.SquareEuclidean MeighboursType=Relative
RMHC Configuration:
Classifier=kNN k=1, Metric=Intemi.Metric.SquareEuclidean Search=randomMutation Mutations=1000
MC Configuration:
Classifier=kNN k=1, Metric=Intemi.Metric.SquareEuclidean Search=monteCarlo Mutations=1000